Overview 


abess: Fast Best Subset Selection 

Generalized linear model 

Adaptive best subset selection (for generalized linear model) 

Extract Model Coefficients from a fitted " 

Extract the deviance from a fitted " 

Extract one model from a fitted " 

Creat plot from a fitted " 

Make predictions from a fitted " 

Print method for a fitted " 

Principal component analysis 

Adaptive best subset selection for principal component analysis 

Extract Sparse Loadings from a fitted " 

Creat plot from a fitted " 

Print method for a fitted " 

Robust principal component analysis 

Adaptive best subset selection for robust principal component analysis 

Extract sparse component from a fitted " 

Creat plot from a fitted " 

Print method for a fitted " 

Synthetic datasets 

Generate simulated data 

Generate matrix composed of a sparse matrix and lowrank matrix 

Generate matrix with sparse principal component 

Realworld dataset 

The BardetBiedl syndrome Gene expression data 